什么是 Devin？

Claude Opus 4.8 launched: code defect omission rate reduced to 25% of Opus 4.7’s, hallucination probability dropped to 10%; new Dynamic Workflows enable hundreds of sub-agents in parallel—Bun migration case produced 750K lines of Rust with 99.8% test pass rate.

Devin 现在在每次代码审查中自动进行安全审查，能发现扫描工具遗漏的漏洞并提供修复建议。

Cognition 公司推出 AI 生产力保证计划，投入 1000 万美元证明 Devin 能够提升工程产出。

LangSmith Sandboxes securely run untrusted agent code via isolated execution environments, effectively preventing risks like the 'sci-holude' supply chain attack, applicable in AI agent scenarios for software engineering and data analysis.

文章探讨了异步代理技术如何推动工程实践变革，包括80%的AI提交和7倍PR增长的具体案例。

Sonnet 5模型在Devin Desktop/CLI中将临时减少30%配额消耗，8月31日后恢复原配额标准。

Cognition launches the AI Productivity Guarantee, pledging up to $10M to fund Devin usage if engineering value falls short of cost, shifting industry focus from tokens to tangible output.

Cognition launched an AI Productivity Guarantee that measures value by productive engineering hours saved per Devin task instead of token usage, offering up to $10M in usage funding if delivered value falls short of cost, shifting the industry from activity to output metrics.

文章探讨了在大规模代理开发中验证端到端测试能力的实践经验，强调了虚拟机技术的重要性。

Cognition 的 Devin 工具可自动识别安全漏洞并生成修复代码，提升开发效率与安全性。

Devin Review 现在在 PR 审查过程中自动扫描安全漏洞，提供修复建议。

AI将在未来两年内主导80%的代码编写，但人类仍负责决策和审查。

Cognition 获得 10 亿美元融资，估值达 250 亿美元，其产品 Devin 在 AI 编程领域表现突出。

Cognition shares insights into the end-to-end testing capabilities of Devin's virtual machine, highlighting the technical details of implementing verification at scale.

Cognition 的 Devin 在提交 PR 前自动测试并生成可视化 QA 检查清单，提升代码审查效率。

文章介绍了如何利用AI工具Devin在两天内完成原本需要数周的SOC2审计工作。

Cognition 获得 10 亿美元融资，其产品 Devin 在 AI 编程领域表现突出。

Cognition Labs raised over $1B at a $26B valuation, with enterprise usage growing over 10x and run-rate revenue reaching $492M. Devin, launched two years ago, has driven the adoption of cloud agents in software development.

Devin AI successfully reduced qubit requirements in ECDSA circuit optimization, demonstrating frontier capabilities of AI agents in cryptographic hardware research.

Cognition Labs announces Devin Desktop, a local development tool that seamlessly integrates with cloud capabilities, supporting local planning and switching to cloud work after laptop closure.

该推文披露了Cognition收购Poke公司及行业人物动态，但缺乏技术深度与实用价值。

这是一则产品推广信息，未提供技术深度或工程实践价值，主要面向初创公司宣传Devin工具的信用额度政策。

Cognition Labs 招聘 AI 软件工程师 Devin，提供 65,000 美元信用额度和赠款，面向早期初创公司。

Slack推出Devin功能允许团队在频道内处理开发任务，但文章缺乏技术深度，仅作为产品发布宣传。

文章未提供具体技术细节，仅提及AI生产力保证工作和相关人物，信息密度低。

Cognition 宣布 Claude Fable 5 在 Devin 中可用，但文章信息密度低，缺乏技术细节。

文章为推文，仅引导读者访问博客，未提供具体技术内容。

Cognition offers up to $10M guaranteed engineering value for Devin; if delivered value fails to break even, compensation applies per eligibility criteria detailed officially.

Cognition partners with Carahsoft to introduce AI coding platform Devin to the public sector, aiming to modernize government software development and accelerate secure AI adoption.

文章为推广 Devin 产品的宣传内容，缺乏技术深度和实用信息。